Anomaly Detection on BTAD (Pixel-level AUROC)
97Pixel-level AUROCAA-CLIP
Evaluation results
| Method | Links | |
|---|---|---|
| AA-CLIPAvailable training shots=full2025.03 | 97 | |
| AA-CLIPAvailable training shots=642025.03 | 96.5 | |
| AA-CLIPAvailable training shots=162025.03 | 94.4 | |
| Bayes-PFLSetting=Zero-shot2026.07 | 93.9 | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | 93.3 | |
| AnomalyCLIPSetting=Zero-shot2026.07 | 93.3 | |
| AA-CLIPAvailable training shots=22025.03 | 92.8 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | 91.1 | |
| APRILGANSetting=Zero-shot2026.07 | 91.1 | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | 90.8 | |
| AdaCLIPSetting=Zero-shot2026.07 | 90.8 | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | 90.1 | |
| LiZADSetting=Zero-shot2026.07 | 83 | |
| WinCLIPSource=CVPR 20232025.03 | 32.8 | |
| WinCLIPSetting=Zero-shot2026.07 | 32.8 | |
| CLIPSource=OpenCLIP2025.03 | 30.6 | |
| CLIPSetting=Zero-shot2026.07 | 30.6 |